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For: Hickey BA, Chalmers T, Newton P, Lin CT, Sibbritt D, McLachlan CS, Clifton-Bligh R, Morley J, Lal S. Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review. Sensors (Basel) 2021;21:s21103461. [PMID: 34065620 PMCID: PMC8156923 DOI: 10.3390/s21103461] [Citation(s) in RCA: 64] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Revised: 05/10/2021] [Accepted: 05/11/2021] [Indexed: 12/21/2022]
Number Cited by Other Article(s)
1
Metcalf O, Lamb KE, Forbes D, O’Donnell ML, Qian T, Varker T, Cowlishaw S, Zaloumis S. Predicting high anger intensity using ecological momentary assessment and wearable-derived physiological data in a trauma-affected sample. Eur J Psychotraumatol 2025;16:2472485. [PMID: 40135377 PMCID: PMC11948352 DOI: 10.1080/20008066.2025.2472485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Revised: 01/31/2025] [Accepted: 02/18/2025] [Indexed: 03/27/2025]  Open
2
Vos G, Ebrahimpour M, van Eijk L, Sarnyai Z, Rahimi Azghadi M. Stress monitoring using low-cost electroencephalogram devices: A systematic literature review. Int J Med Inform 2025;198:105859. [PMID: 40056845 DOI: 10.1016/j.ijmedinf.2025.105859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 02/27/2025] [Accepted: 03/01/2025] [Indexed: 03/10/2025]
3
Menassa M, Wilmont I, Beigrezaei S, Knobbe A, Arita VA, Valderrama JF, Bridge L, Verschuren WMM, Rennie KL, Franco OH, van der Ouderaa F. The future of healthy ageing: Wearables in public health, disease prevention and healthcare. Maturitas 2025;196:108254. [PMID: 40157094 DOI: 10.1016/j.maturitas.2025.108254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Revised: 03/10/2025] [Accepted: 03/21/2025] [Indexed: 04/01/2025]
4
Byfield R, Yang I, Higgins M, Carlson N. A Scoping Review of Studies Reporting Heart Rate Variability Measurement Among Pregnant and Postpartum People Using Wearable Technology. Biol Res Nurs 2025:10998004251325212. [PMID: 40126360 DOI: 10.1177/10998004251325212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/25/2025]
5
Gu X, Hu X. Research on mood monitoring and intervention for anxiety disorder patients based on deep learning wearable devices. Technol Health Care 2025;33:1128-1139. [PMID: 40105160 DOI: 10.1177/09287329241291376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/20/2025]
6
Clemente-Suárez VJ, Martín-Rodríguez A, Curiel-Regueros A, Rubio-Zarapuz A, Tornero-Aguilera JF. Neuro-Nutrition and Exercise Synergy: Exploring the Bioengineering of Cognitive Enhancement and Mental Health Optimization. Bioengineering (Basel) 2025;12:208. [PMID: 40001727 PMCID: PMC11851474 DOI: 10.3390/bioengineering12020208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Revised: 02/14/2025] [Accepted: 02/17/2025] [Indexed: 02/27/2025]  Open
7
Fatouros P, Tsirmpas C, Andrikopoulos D, Kaplow S, Kontoangelos K, Papageorgiou C. Randomized controlled study of a digital data driven intervention for depressive and generalized anxiety symptoms. NPJ Digit Med 2025;8:113. [PMID: 39972054 PMCID: PMC11840063 DOI: 10.1038/s41746-025-01511-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Accepted: 02/12/2025] [Indexed: 02/21/2025]  Open
8
Fernandes S, Ramos A, Vega-Barbas M, García-Vázquez C, Seoane F, Pau I. Smart Textile Technology for the Monitoring of Mental Health. SENSORS (BASEL, SWITZERLAND) 2025;25:1148. [PMID: 40006377 PMCID: PMC11859436 DOI: 10.3390/s25041148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2025] [Revised: 02/05/2025] [Accepted: 02/12/2025] [Indexed: 02/27/2025]
9
Um J, Park J, Lee DE, Ahn JE, Baek JH. Machine Learning Models to Identify Individuals With Imminent Suicide Risk Using a Wearable Device: A Pilot Study. Psychiatry Investig 2025;22:156-166. [PMID: 40017279 DOI: 10.30773/pi.2024.0257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Accepted: 12/10/2024] [Indexed: 03/01/2025]  Open
10
de Vries HJ, Delahaij R, van Zwieten M, Verhoef H, Kamphuis W. The Effects of Self-Monitoring Using a Smartwatch and Smartphone App on Stress Awareness, Self-Efficacy, and Well-Being-Related Outcomes in Police Officers: Longitudinal Mixed Design Study. JMIR Mhealth Uhealth 2025;13:e60708. [PMID: 39881435 PMCID: PMC11793834 DOI: 10.2196/60708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Revised: 08/15/2024] [Accepted: 10/14/2024] [Indexed: 01/31/2025]  Open
11
Arnold VX, Young SD. The Potential of Wearable Sensors for Detecting Cognitive Rumination: A Scoping Review. SENSORS (BASEL, SWITZERLAND) 2025;25:654. [PMID: 39943293 PMCID: PMC11820721 DOI: 10.3390/s25030654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2024] [Revised: 01/14/2025] [Accepted: 01/17/2025] [Indexed: 02/16/2025]
12
Ahn JY, Lee DK, Kim MG, Kim WJ, Park SH. Temperature-Responsive Hybrid Composite with Zero Temperature Coefficient of Resistance for Wearable Thermotherapy Pads. MICROMACHINES 2025;16:108. [PMID: 39858763 PMCID: PMC11767656 DOI: 10.3390/mi16010108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Revised: 01/13/2025] [Accepted: 01/17/2025] [Indexed: 01/27/2025]
13
Sarac E. Relationship between the use of smart medical services and mental health status. World J Psychiatry 2025;15:101246. [PMID: 39831010 PMCID: PMC11684223 DOI: 10.5498/wjp.v15.i1.101246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2024] [Revised: 11/12/2024] [Accepted: 11/21/2024] [Indexed: 12/18/2024]  Open
14
Byun S, Kim AY, Shin MS, Jeon HJ, Cho CH. Automated classification of stress and relaxation responses in major depressive disorder, panic disorder, and healthy participants via heart rate variability. Front Psychiatry 2025;15:1500310. [PMID: 39850069 PMCID: PMC11754969 DOI: 10.3389/fpsyt.2024.1500310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 12/17/2024] [Indexed: 01/25/2025]  Open
15
Tran TA, Eigner G, Abonyi J, Ruppert T. WEBA dataset as the Reflection of Work content effect on Workload perception in Real life Working conditions. Sci Data 2025;12:11. [PMID: 39753583 PMCID: PMC11699040 DOI: 10.1038/s41597-024-04348-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 12/20/2024] [Indexed: 01/06/2025]  Open
16
Tang M, Powell J, Li X. Can Wearable Technology Help Guide Dieting Safety? RESEARCH SQUARE 2024:rs.3.rs-5619684. [PMID: 39711534 PMCID: PMC11661416 DOI: 10.21203/rs.3.rs-5619684/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2024]
17
Joseph JT, Praharaj SK. Interventional Psychiatry in India: Bridging Treatment Gaps and Expanding Horizons in Mental Health. Indian J Psychol Med 2024:02537176241294146. [PMID: 39659913 PMCID: PMC11626636 DOI: 10.1177/02537176241294146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2024]  Open
18
Wriessnegger SC, Leitner M, Kostoglou K. The brain under pressure: Exploring neurophysiological responses to cognitive stress. Brain Cogn 2024;182:106239. [PMID: 39556965 DOI: 10.1016/j.bandc.2024.106239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2024] [Accepted: 11/04/2024] [Indexed: 11/20/2024]
19
Yammouri G, Ait Lahcen A. AI-Reinforced Wearable Sensors and Intelligent Point-of-Care Tests. J Pers Med 2024;14:1088. [PMID: 39590580 PMCID: PMC11595538 DOI: 10.3390/jpm14111088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2024] [Revised: 10/25/2024] [Accepted: 10/28/2024] [Indexed: 11/28/2024]  Open
20
Song M, Yang Z, Triantafyllopoulos A, Zhang Z, Nan Z, Tang M, Takeuchi H, Nakamura T, Kishi A, Ishizawa T, Yoshiuchi K, Schuller B, Yamamoto Y. Empowering Mental Health Monitoring Using a Macro-Micro Personalization Framework for Multimodal-Multitask Learning: Descriptive Study. JMIR Ment Health 2024;11:e59512. [PMID: 39422993 PMCID: PMC11530727 DOI: 10.2196/59512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Revised: 07/16/2024] [Accepted: 08/03/2024] [Indexed: 10/19/2024]  Open
21
Teo JT, Johnstone SJ, Thomas SJ. Brain and heart activity during interactions with pet dogs: A portable electroencephalogram and heart rate variability study. Int J Psychophysiol 2024;204:112412. [PMID: 39111638 DOI: 10.1016/j.ijpsycho.2024.112412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 06/11/2024] [Accepted: 08/03/2024] [Indexed: 08/19/2024]
22
Winslow B, Mills E. Future of service member monitoring: the intersection of biology, wearables and artificial intelligence. BMJ Mil Health 2024;170:412-414. [PMID: 36702525 DOI: 10.1136/military-2022-002306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 01/15/2023] [Indexed: 01/28/2023]
23
Andrikopoulos D, Vassiliou G, Fatouros P, Tsirmpas C, Pehlivanidis A, Papageorgiou C. Machine learning-enabled detection of attention-deficit/hyperactivity disorder with multimodal physiological data: a case-control study. BMC Psychiatry 2024;24:547. [PMID: 39103819 PMCID: PMC11302198 DOI: 10.1186/s12888-024-05987-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 07/25/2024] [Indexed: 08/07/2024]  Open
24
Fan J, Mei J, Yang Y, Lu J, Wang Q, Yang X, Chen G, Wang R, Han Y, Sheng R, Wang W, Ding F. Sleep-phasic heart rate variability predicts stress severity: Building a machine learning-based stress prediction model. Stress Health 2024;40:e3386. [PMID: 38411360 DOI: 10.1002/smi.3386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 12/20/2023] [Accepted: 02/14/2024] [Indexed: 02/28/2024]
25
Baron‐Shahaf D, Shahaf G. Markers of too little effort or too much alertness during neuropsychological assessment: Demonstration with perioperative changes. Brain Behav 2024;14:e3649. [PMID: 39169455 PMCID: PMC11338839 DOI: 10.1002/brb3.3649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 07/21/2024] [Accepted: 07/22/2024] [Indexed: 08/23/2024]  Open
26
M VR, GNK G, D R, T VP, Rao GN. Neuro Receptor Signal Detecting and Monitoring Smart Devices for Biological Changes in Cognitive Health Conditions. Ann Neurosci 2024;31:225-233. [PMID: 39156625 PMCID: PMC11325689 DOI: 10.1177/09727531231206888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 09/19/2023] [Indexed: 08/20/2024]  Open
27
Zhang L, Nathan V, Rosa C, Kuang J, Mendes WB, Alex Gao J. Morphological Photoplethysmography Features Enhance Stress Detection in Earbud Sensors. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2024;2024:1-5. [PMID: 40039231 DOI: 10.1109/embc53108.2024.10782695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2025]
28
Zhang R, Fang R, Orooji M, Homayoun H. Introducing We-Be Band: an End-to-end Platform for Continuous Health Monitoring. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2024;2024:1-5. [PMID: 40040220 DOI: 10.1109/embc53108.2024.10781832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2025]
29
He M, Cerna J, Alkurdi A, Dogan A, Zhao J, Clore JL, Sowers R, Hsiao-Wecksler ET, Hernandez ME. Physical, Social and Cognitive Stressor Identification using Electrocardiography-derived Features and Machine Learning from a Wearable Device. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2024;2024:1-4. [PMID: 40039809 DOI: 10.1109/embc53108.2024.10782654] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2025]
30
Barac M, Scaletty S, Hassett LC, Stillwell A, Croarkin PE, Chauhan M, Chesak S, Bobo WV, Athreya AP, Dyrbye LN. Wearable Technologies for Detecting Burnout and Well-Being in Health Care Professionals: Scoping Review. J Med Internet Res 2024;26:e50253. [PMID: 38916948 PMCID: PMC11234055 DOI: 10.2196/50253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2023] [Revised: 01/01/2024] [Accepted: 03/20/2024] [Indexed: 06/26/2024]  Open
31
Smokovski I, Steinle N, Behnke A, Bhaskar SMM, Grech G, Richter K, Niklewski G, Birkenbihl C, Parini P, Andrews RJ, Bauchner H, Golubnitschaja O. Digital biomarkers: 3PM approach revolutionizing chronic disease management - EPMA 2024 position. EPMA J 2024;15:149-162. [PMID: 38841615 PMCID: PMC11147994 DOI: 10.1007/s13167-024-00364-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Accepted: 04/23/2024] [Indexed: 06/07/2024]
32
Kuehne C, Phillips MD, Moody S, Bryson C, Campbell IC, Conde P, Cummins N, Desrivières S, Dineley J, Dobson R, Douglas D, Folarin A, Gallop L, Hemmings A, İnce B, Mason L, Rashid Z, Bromell A, Sims C, Allen K, Bailie C, Bains P, Basher M, Battisti F, Baudinet J, Bristow K, Dawson N, Dodd L, Frater V, Freudenthal R, Gripton B, Kan C, Khor JWT, Kotze N, Laverack S, Martin L, Maxwell S, McDonald S, McKnight D, McKay R, Merrin J, Nash M, Nicholls D, Palmer S, Pearce S, Roberts C, Serpell L, Severs E, Simic M, Staton A, Westaway S, Sharpe H, Schmidt U. Characterising illness stages and recovery trajectories of eating disorders in young people via remote measurement technology (STORY): a multi-centre prospective cohort study protocol. BMC Psychiatry 2024;24:409. [PMID: 38816707 PMCID: PMC11137943 DOI: 10.1186/s12888-024-05841-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Accepted: 05/13/2024] [Indexed: 06/01/2024]  Open
33
Queirolo L, Roccon A, Piovan S, Ludovichetti FS, Bacci C, Zanette G. Psychophysiological wellbeing in a class of dental students attending dental school: anxiety, burnout, post work executive performance and a 24 hours physiological investigation during a working day. Front Psychol 2024;15:1344970. [PMID: 38845771 PMCID: PMC11154343 DOI: 10.3389/fpsyg.2024.1344970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 03/29/2024] [Indexed: 06/09/2024]  Open
34
Bolpagni M, Pardini S, Dianti M, Gabrielli S. Personalized Stress Detection Using Biosignals from Wearables: A Scoping Review. SENSORS (BASEL, SWITZERLAND) 2024;24:3221. [PMID: 38794074 PMCID: PMC11126007 DOI: 10.3390/s24103221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 05/14/2024] [Accepted: 05/16/2024] [Indexed: 05/26/2024]
35
Latino F, Tafuri F. Wearable Sensors and the Evaluation of Physiological Performance in Elite Field Hockey Players. Sports (Basel) 2024;12:124. [PMID: 38786993 PMCID: PMC11126008 DOI: 10.3390/sports12050124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 04/23/2024] [Accepted: 04/26/2024] [Indexed: 05/25/2024]  Open
36
Kuck K, Lofgren L, Lybbert C. Anesthesia Patient Monitoring 2050. Anesth Analg 2024;138:273-283. [PMID: 38215707 DOI: 10.1213/ane.0000000000006660] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2024]
37
Abd-Alrazaq A, Alajlani M, Ahmad R, AlSaad R, Aziz S, Ahmed A, Alsahli M, Damseh R, Sheikh J. The Performance of Wearable AI in Detecting Stress Among Students: Systematic Review and Meta-Analysis. J Med Internet Res 2024;26:e52622. [PMID: 38294846 PMCID: PMC10867751 DOI: 10.2196/52622] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 10/24/2023] [Accepted: 12/19/2023] [Indexed: 02/01/2024]  Open
38
Babu M, Lautman Z, Lin X, Sobota MHB, Snyder MP. Wearable Devices: Implications for Precision Medicine and the Future of Health Care. Annu Rev Med 2024;75:401-415. [PMID: 37983384 DOI: 10.1146/annurev-med-052422-020437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
39
Khoo LS, Lim MK, Chong CY, McNaney R. Machine Learning for Multimodal Mental Health Detection: A Systematic Review of Passive Sensing Approaches. SENSORS (BASEL, SWITZERLAND) 2024;24:348. [PMID: 38257440 PMCID: PMC10820860 DOI: 10.3390/s24020348] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 12/14/2023] [Accepted: 12/18/2023] [Indexed: 01/24/2024]
40
Pandya A, Lodha P, Gupta A. Technology for early detection and diagnosis of mental disorders: An evidence synthesis. DIGITAL HEALTHCARE IN ASIA AND GULF REGION FOR HEALTHY AGING AND MORE INCLUSIVE SOCIETIES 2024:37-54. [DOI: 10.1016/b978-0-443-23637-2.00019-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/10/2025]
41
Okamoto R, Terasawa E, Usui A, Matsushima M, Okayama H. The effects of online facial muscle training with resonance vocalization on mental health in postpartum women: A single-arm pilot study. WOMEN'S HEALTH (LONDON, ENGLAND) 2024;20:17455057241286201. [PMID: 39405454 PMCID: PMC11526251 DOI: 10.1177/17455057241286201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Revised: 08/16/2024] [Accepted: 09/04/2024] [Indexed: 11/02/2024]
42
Ballı M, Doğan AE, Eser HY. Improving Psychiatry Services with Artificial Intelligence: Opportunities and Challenges. TURK PSIKIYATRI DERGISI = TURKISH JOURNAL OF PSYCHIATRY 2024;35:317-328. [PMID: 39783807 PMCID: PMC11681275 DOI: 10.5080/u27604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Accepted: 11/27/2024] [Indexed: 01/12/2025]
43
Charlton PH, Allen J, Bailón R, Baker S, Behar JA, Chen F, Clifford GD, Clifton DA, Davies HJ, Ding C, Ding X, Dunn J, Elgendi M, Ferdoushi M, Franklin D, Gil E, Hassan MF, Hernesniemi J, Hu X, Ji N, Khan Y, Kontaxis S, Korhonen I, Kyriacou PA, Laguna P, Lázaro J, Lee C, Levy J, Li Y, Liu C, Liu J, Lu L, Mandic DP, Marozas V, Mejía-Mejía E, Mukkamala R, Nitzan M, Pereira T, Poon CCY, Ramella-Roman JC, Saarinen H, Shandhi MMH, Shin H, Stansby G, Tamura T, Vehkaoja A, Wang WK, Zhang YT, Zhao N, Zheng D, Zhu T. The 2023 wearable photoplethysmography roadmap. Physiol Meas 2023;44:111001. [PMID: 37494945 PMCID: PMC10686289 DOI: 10.1088/1361-6579/acead2] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 04/04/2023] [Accepted: 07/26/2023] [Indexed: 07/28/2023]
44
Dobson R, Stowell M, Warren J, Tane T, Ni L, Gu Y, McCool J, Whittaker R. Use of Consumer Wearables in Health Research: Issues and Considerations. J Med Internet Res 2023;25:e52444. [PMID: 37988147 DOI: 10.2196/52444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 10/23/2023] [Accepted: 10/26/2023] [Indexed: 11/22/2023]  Open
45
Alam S, Amin MR, Faghih RT. Sparse Multichannel Decomposition of Electrodermal Activity With Physiological Priors. IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY 2023;4:234-250. [PMID: 38196978 PMCID: PMC10776104 DOI: 10.1109/ojemb.2023.3332839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 08/21/2023] [Accepted: 11/07/2023] [Indexed: 01/11/2024]  Open
46
Xie F, Zhou L, Hu Q, Zeng L, Wei Y, Tang X, Gao Y, Hu Y, Xu L, Chen T, Liu H, Wang J, Lu Z, Chen Y, Zhang T. Cardiovascular variations in patients with major depressive disorder versus bipolar disorder. J Affect Disord 2023;341:219-227. [PMID: 37657620 DOI: 10.1016/j.jad.2023.08.128] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/14/2023] [Accepted: 08/29/2023] [Indexed: 09/03/2023]
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Diaz-Ramos RE, Noriega I, Trejo LA, Stroulia E, Cao B. Using Wearable Devices and Speech Data for Personalized Machine Learning in Early Detection of Mental Disorders: Protocol for a Participatory Research Study. JMIR Res Protoc 2023;12:e48210. [PMID: 37955959 PMCID: PMC10682927 DOI: 10.2196/48210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Revised: 09/22/2023] [Accepted: 09/25/2023] [Indexed: 11/14/2023]  Open
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Abd-Alrazaq A, AlSaad R, Harfouche M, Aziz S, Ahmed A, Damseh R, Sheikh J. Wearable Artificial Intelligence for Detecting Anxiety: Systematic Review and Meta-Analysis. J Med Internet Res 2023;25:e48754. [PMID: 37938883 PMCID: PMC10666012 DOI: 10.2196/48754] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 08/29/2023] [Accepted: 09/26/2023] [Indexed: 11/10/2023]  Open
49
Xu Y, Zhong H, Ying S, Liu W, Chen G, Luo X, Li G. Depressive Disorder Recognition Based on Frontal EEG Signals and Deep Learning. SENSORS (BASEL, SWITZERLAND) 2023;23:8639. [PMID: 37896732 PMCID: PMC10611358 DOI: 10.3390/s23208639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 10/10/2023] [Accepted: 10/18/2023] [Indexed: 10/29/2023]
50
Roos LG, Slavich GM. Wearable technologies for health research: Opportunities, limitations, and practical and conceptual considerations. Brain Behav Immun 2023;113:444-452. [PMID: 37557962 PMCID: PMC11233111 DOI: 10.1016/j.bbi.2023.08.008] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 07/31/2023] [Accepted: 08/06/2023] [Indexed: 08/11/2023]  Open
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